He sat in the dimly lit pub, the sticky surface of the table reflecting the flickering candlelight. A pint of bitter sat untouched before him, the foam already beginning to dissipate. He should be enjoying this, the camaraderie, the music, but his mind was elsewhere. His leg bounced incessantly, a restless energy he couldn’t contain. A notification on his phone, a friend’s post. He knew what it was before he even opened the link. A cover. His song. Someone else, singing his words. He clenched his fist, feeling a burning sensation behind his eyes.

Emotion: restless

Cluster: Fatigue / Lethargy
PC1 (Valence): -0.51 Negative
PC2 (Disposition): -0.25

Role in Research

This story is one of 1,000 stories generated for the emotion restless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 restless stories, after denoising with neutral dialogue baselines, produces the restless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the restless vector is projected through the unembedding matrix.

Promoted:
own0.485
0.363
S0.333
tìm0.316
destination0.272
Suppressed:
B-0.421
заслу-0.297
টুকু-0.211
arada-0.204
background-0.202